{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy import io\n",
    "import numpy as np\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.manifold import TSNE\n",
    "import matplotlib.pyplot as plt\n",
    "from SparseCoefRecovery import *\n",
    "import time\n",
    "from sklearn.manifold.spectral_embedding_ import spectral_embedding\n",
    "from sklearn.cluster.k_means_ import k_means"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#load data first\n",
    "#data = io.loadmat('DBA_segmented_data_subset.mat')\n",
    "data = io.loadmat('C57_segmented_data.mat')\n",
    "X = data ['inlier_newV']\n",
    "#data = io.loadmat('DBA_all_RUs.mat')\n",
    "#data = io.loadmat('DBA_clean.mat')\n",
    "#X = data['V']\n",
    "X = X/np.linalg.norm(X,ord=2,axis=0)\n",
    "nb_of_syllables = X.shape[1] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#begin cosine similarity + spetral clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CKSym = X.T@X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CKSym = CKSym-np.diag(np.diag(CKSym))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#CKSym[30,30]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#set the number of clusters\n",
    "#K = 40"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Embed = spectral_embedding(CKSym, n_components=60, eigen_solver=None,\n",
    "#                       random_state=None, eigen_tol=0.0,\n",
    "#                       norm_laplacian=True, drop_first=False)\n",
    "\n",
    "#normalize embedding to unit vector\n",
    "#Embed = Embed/np.linalg.norm(Embed,ord=2,axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# do k-means with embedding\n",
    "#_, labels, _ = k_means(Embed[:,:60], n_clusters=60, n_init=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#investigate the number of each cluster\n",
    "#labelsum = np.zeros(60)\n",
    "#for i in range(60):\n",
    "#    labelsum[i] = np.sum(labels==i)\n",
    "#print(np.sort(labelsum))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#save labels\n",
    "#file = 'DBA_subset_label_clean_cosine_60.mat'\n",
    "#label = {}\n",
    "#label['label'] = labels+1\n",
    "#label['inliers'] = np.ones(nb_of_syllables)\n",
    "#io.savemat(file,label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#visualization\n",
    "#Y_sne = TSNE(n_components = 2).fit_transform(Embed[:,:40])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#plt.figure(figsize=(10,10))\n",
    "#plt.scatter(Y_sne[:, 0], Y_sne[:, 1],s = 10, c = labels,cmap=plt.cm.Spectral)\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#finish cosine similarity + spetral clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#begin sparse subsapce clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4096, 7751)\n"
     ]
    }
   ],
   "source": [
    "#check the size of dataset\n",
    "#each data per column\n",
    "print(X.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#set hyperparameter\n",
    "lmbda = 0.3  #1/np.sqrt(100) cst=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#because of using lasso package\n",
    "#do not need to run this line if you do not use lasso package in sklearn\n",
    "#https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.Lasso.html\n",
    "lmbda = lmbda/(X.shape[0]-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "begin representation\n",
      "opt Lasso\n",
      "0 0.00045228004455566406\n",
      "1 0.7252292633056641\n",
      "2 1.3313584327697754\n",
      "3 2.0483479499816895\n",
      "4 3.0225565433502197\n",
      "5 3.9761300086975098\n",
      "6 6.104919195175171\n",
      "7 7.0015480518341064\n",
      "8 8.709877252578735\n",
      "9 9.200385332107544\n",
      "10 9.775400400161743\n",
      "11 11.468926906585693\n",
      "12 13.607640266418457\n",
      "13 14.02150297164917\n",
      "14 14.824216365814209\n",
      "15 15.940240383148193\n",
      "16 16.739344835281372\n",
      "17 17.15759825706482\n",
      "18 17.694783687591553\n",
      "19 17.981342554092407\n",
      "20 18.437171936035156\n",
      "21 19.12540555000305\n",
      "22 19.619420766830444\n",
      "23 20.03455662727356\n",
      "24 20.41587495803833\n",
      "25 21.262192726135254\n",
      "26 21.81210684776306\n",
      "27 22.959238529205322\n",
      "28 23.50914168357849\n",
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      "30 25.60526728630066\n",
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      "36 29.21276044845581\n",
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      "38 30.16969108581543\n",
      "39 31.045586824417114\n",
      "40 32.10606598854065\n",
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      "42 33.90311074256897\n",
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    {
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      "7750 7193.1949825286865\n",
      "finish representation\n"
     ]
    }
   ],
   "source": [
    "#sparse representation \n",
    "print('begin representation')\n",
    "CMat = SparseCoefRecovery(X, Opt='Lasso', lmbda=lmbda)\n",
    "#CMat = SparseCoefRecovery(X, Opt='omp', lmbda=lmbda)\n",
    "print('finish representation')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#you can save the coefficients here\n",
    "file = 'C57_Coefficient_clean_SSC_40.mat'\n",
    "data = {}\n",
    "data['CMat'] = CMat\n",
    "io.savemat(file,data)\n",
    "\n",
    "#you can load the coefficients here\n",
    "#file = 'C57_Coefficient_clean_oldV.mat'\n",
    "#data = io.loadmat(file)\n",
    "#CMat = data['CMat']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "the average #(nonzero coefficient) 9.453231841052768\n",
      "0.0 35.0\n",
      "2\n"
     ]
    }
   ],
   "source": [
    "#check the result of sparse representation\n",
    "thres = 0.001\n",
    "count = np.zeros(CMat.shape[0])\n",
    "count_zero = 0\n",
    "CMat[CMat<0] = 0\n",
    "temC = CMat+CMat.T\n",
    "for i in range(CMat.shape[0]):\n",
    "    count[i] = np.sum(temC[:,i]>thres)\n",
    "    count_zero += count[i]<=0\n",
    "print('the average #(nonzero coefficient)' , np.mean(count))\n",
    "#the min and max\n",
    "print(np.min(count),np.max(count))\n",
    "#the number of data which can't be represented by other data points are also outliers\n",
    "print(count_zero)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "inliers = count>0.5\n",
    "outliers = count<0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#extract the data which can be represented by other data points\n",
    "CMat = CMat[inliers,:]\n",
    "CMat = CMat[:,inliers]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#build adjacent matrix\n",
    "CMat[CMat<0] = 0;\n",
    "CKSym = np.abs(CMat)\n",
    "CKSym = CKSym+CKSym.T\n",
    "CKSym[CKSym<thres] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#set the number of clusters\n",
    "K = 40"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/wangjx/.conda/envs/py36/lib/python3.7/site-packages/sklearn/manifold/spectral_embedding_.py:235: UserWarning: Graph is not fully connected, spectral embedding may not work as expected.\n",
      "  warnings.warn(\"Graph is not fully connected, spectral embedding\"\n"
     ]
    }
   ],
   "source": [
    "# get embedding\n",
    "Embed = spectral_embedding(CKSym, n_components=K, eigen_solver=None,\n",
    "                       random_state=None, eigen_tol=0.0,\n",
    "                       norm_laplacian=True, drop_first=False)\n",
    "\n",
    "#normalize embedding to unit vector\n",
    "Embed = Embed/np.linalg.norm(Embed,ord=2,axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# do k-means with embedding\n",
    "_, labels, _ = k_means(Embed[:,:40], n_clusters=40, n_init=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  2.   2.   2.   2.   2.   2.   2.   3.   3.   5.   6.   6.  10.  11.\n",
      "  12.  12.  22.  25.  62. 156. 163. 174. 186. 201. 224. 227. 230. 234.\n",
      " 255. 319. 358. 363. 416. 434. 435. 508. 511. 539. 800. 825.]\n"
     ]
    }
   ],
   "source": [
    "#investigate the number of each cluster\n",
    "labelsum = np.zeros(40)\n",
    "for i in range(40):\n",
    "    labelsum[i] = np.sum(labels==i)\n",
    "print(np.sort(labelsum))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#save labels\n",
    "file = 'C57_label_clean_SSC_40.mat'\n",
    "label = {}\n",
    "label['label'] = labels+1\n",
    "label['inliers'] = inliers\n",
    "io.savemat(file,label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "#visualization\n",
    "Y_sne = TSNE(n_components = 2).fit_transform(Embed[:,:40])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.scatter(Y_sne[:, 0], Y_sne[:, 1],s = 10, c = labels,cmap=plt.cm.Spectral)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#finish sparse subsapce clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#begin kmeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "#_, labels_k, _ = k_means(X.T, n_clusters=60, n_init=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#labelsum = np.zeros(60)\n",
    "#for i in range(60):\n",
    "#    labelsum[i] = np.sum(labels_k==i)\n",
    "#print(np.sort(labelsum))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "#file = 'C57_label_clean_kmeans_40.mat'\n",
    "#label = {}\n",
    "#label['label'] = labels_k+1\n",
    "#label['inliers'] = np.ones(nb_of_syllables)\n",
    "#io.savemat(file,label)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#dimension reduction(for visualizing the k-means result)\n",
    "#a = PCA(n_components = 100)\n",
    "#Y = a.fit_transform(X.T)\n",
    "#Y = Y.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#visualization\n",
    "#Y_sne_k = TSNE(n_components = 2).fit_transform(Y.T)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#plt.figure(figsize=(10,10))\n",
    "#plt.scatter(Y_sne_k[:, 0], Y_sne_k[:, 1],s = 10, c = labels_k,cmap=plt.cm.Spectral)\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
